What Should Agents Say? Action-state Communication for Efficient Multi-Agent Systems

This paper analyzes inter-agent communication strategies in multi-agent systems built on large language models, finding that unconstrained natural language can inflate token usage and affect performance. It proposes PACT (Protocolized Action-state Communication and Transmission), a method to optimize communication by projecting raw agent outputs into compact action-state records.